{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "regional-bedroom",
   "metadata": {},
   "source": [
    "# Simulating long experiments"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "quantitative-radar",
   "metadata": {},
   "source": [
    "This notebook introduces functionality for simulating experiments over hundreds or even thousands of cycles. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "novel-spectacular",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install \"pybamm[plot,cite]\" -q    # install PyBaMM if it is not installed\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import pybamm"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "mounted-seven",
   "metadata": {},
   "source": [
    "## Simulating long experiments"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "chronic-consensus",
   "metadata": {},
   "source": [
    "In the interest of simplicity and running time, we consider a SPM with SEI effects leading to linear degradation, with parameter values chosen so that the capacity fades by 20% in just a few cycles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "limiting-making",
   "metadata": {},
   "outputs": [],
   "source": [
    "parameter_values = pybamm.ParameterValues(\"Mohtat2020\")\n",
    "parameter_values.update({\"SEI kinetic rate constant [m.s-1]\": 1e-14})\n",
    "spm = pybamm.lithium_ion.SPM({\"SEI\": \"ec reaction limited\"})"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "compact-teddy",
   "metadata": {},
   "source": [
    "We initialize the concentration in each electrode at 100% State of Charge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "photographic-sussex",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate stoichiometries at 100% SOC\n",
    "parameter_values.set_initial_stoichiometries(1);"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "focused-substitute",
   "metadata": {},
   "source": [
    "We can now simulate a single CCCV cycle using the `Experiment` class (see [this notebook](https://github.com/pybamm-team/PyBaMM/blob/develop/docs/source/examples/notebooks/getting_started/tutorial-5-run-experiments.ipynb) for more details)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "religious-primary",
   "metadata": {},
   "outputs": [],
   "source": [
    "experiment = pybamm.Experiment(\n",
    "    [\n",
    "        (\n",
    "            \"Discharge at 1C until 3V\",\n",
    "            \"Rest for 1 hour\",\n",
    "            \"Charge at 1C until 4.2V\",\n",
    "            \"Hold at 4.2V until C/50\",\n",
    "        )\n",
    "    ]\n",
    ")\n",
    "sim = pybamm.Simulation(spm, experiment=experiment, parameter_values=parameter_values)\n",
    "sol = sim.solve()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "heavy-crisis",
   "metadata": {},
   "source": [
    "Alternatively, we can simulate many CCCV cycles. Here we simulate either 100 cycles or until the capacity is 80% of the initial capacity, whichever is first. The capacity is calculated by the eSOH model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "stupid-abortion",
   "metadata": {
    "tags": [
     "outputPrepend"
    ]
   },
   "outputs": [],
   "source": [
    "experiment = pybamm.Experiment(\n",
    "    [\n",
    "        (\n",
    "            \"Discharge at 1C until 3V\",\n",
    "            \"Rest for 1 hour\",\n",
    "            \"Charge at 1C until 4.2V\",\n",
    "            \"Hold at 4.2V until C/50\",\n",
    "        )\n",
    "    ]\n",
    "    * 500,\n",
    "    termination=\"80% capacity\",\n",
    ")\n",
    "sim = pybamm.Simulation(spm, experiment=experiment, parameter_values=parameter_values)\n",
    "sol = sim.solve()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "cloudy-lover",
   "metadata": {},
   "source": [
    "### Summary variables"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "shared-practitioner",
   "metadata": {},
   "source": [
    "We can plot standard variables like the current and voltage, but it isn't very instructive on these timescales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "personalized-oracle",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "058fc3a370884b51a8f0c754b7687a31",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.0, description='t', max=147.06519439028918, step=1.4706519439028918)…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<pybamm.plotting.quick_plot.QuickPlot at 0x35b454490>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sol.plot([\"Current [A]\", \"Voltage [V]\"])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "intense-princeton",
   "metadata": {},
   "source": [
    "Instead, we plot \"summary variables\", which show how the battery degrades over time by various metrics. Some of the variables also have \"Change in ...\", which is how much that variable changes over each cycle. This can be achieved by using `plot_summary_variables` method of pybamm, which can also be used to compare \"summary variables\" extracted from 2 or more solutions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "right-skiing",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Capacity [A.h]',\n",
       " 'Capacity [mA.h.cm-2]',\n",
       " 'Change in local ECM resistance [Ohm]',\n",
       " 'Change in loss of active material in negative electrode [%]',\n",
       " 'Change in loss of active material in positive electrode [%]',\n",
       " 'Change in loss of capacity to negative SEI [A.h]',\n",
       " 'Change in loss of capacity to negative SEI on cracks [A.h]',\n",
       " 'Change in loss of capacity to negative lithium plating [A.h]',\n",
       " 'Change in loss of capacity to positive SEI [A.h]',\n",
       " 'Change in loss of capacity to positive SEI on cracks [A.h]',\n",
       " 'Change in loss of capacity to positive lithium plating [A.h]',\n",
       " 'Change in loss of lithium inventory [%]',\n",
       " 'Change in loss of lithium inventory, including electrolyte [%]',\n",
       " 'Change in loss of lithium to negative SEI [mol]',\n",
       " 'Change in loss of lithium to negative SEI on cracks [mol]',\n",
       " 'Change in loss of lithium to negative lithium plating [mol]',\n",
       " 'Change in loss of lithium to positive SEI [mol]',\n",
       " 'Change in loss of lithium to positive SEI on cracks [mol]',\n",
       " 'Change in loss of lithium to positive lithium plating [mol]',\n",
       " 'Change in negative electrode capacity [A.h]',\n",
       " 'Change in positive electrode capacity [A.h]',\n",
       " 'Change in throughput capacity [A.h]',\n",
       " 'Change in throughput energy [W.h]',\n",
       " 'Change in time [h]',\n",
       " 'Change in time [s]',\n",
       " 'Change in total capacity lost to side reactions [A.h]',\n",
       " 'Change in total lithium [mol]',\n",
       " 'Change in total lithium in electrolyte [mol]',\n",
       " 'Change in total lithium in negative electrode [mol]',\n",
       " 'Change in total lithium in particles [mol]',\n",
       " 'Change in total lithium in positive electrode [mol]',\n",
       " 'Change in total lithium lost [mol]',\n",
       " 'Change in total lithium lost from electrolyte [mol]',\n",
       " 'Change in total lithium lost from particles [mol]',\n",
       " 'Change in total lithium lost to side reactions [mol]',\n",
       " 'Cyclable lithium capacity [A.h]',\n",
       " 'Cyclable lithium capacity [mA.h.cm-2]',\n",
       " 'Formation capacity loss [A.h]',\n",
       " 'Formation capacity loss [mA.h.cm-2]',\n",
       " 'Local ECM resistance [Ohm]',\n",
       " 'Loss of active material in negative electrode [%]',\n",
       " 'Loss of active material in positive electrode [%]',\n",
       " 'Loss of capacity to negative SEI [A.h]',\n",
       " 'Loss of capacity to negative SEI on cracks [A.h]',\n",
       " 'Loss of capacity to negative lithium plating [A.h]',\n",
       " 'Loss of capacity to positive SEI [A.h]',\n",
       " 'Loss of capacity to positive SEI on cracks [A.h]',\n",
       " 'Loss of capacity to positive lithium plating [A.h]',\n",
       " 'Loss of lithium inventory [%]',\n",
       " 'Loss of lithium inventory, including electrolyte [%]',\n",
       " 'Loss of lithium to negative SEI [mol]',\n",
       " 'Loss of lithium to negative SEI on cracks [mol]',\n",
       " 'Loss of lithium to negative lithium plating [mol]',\n",
       " 'Loss of lithium to positive SEI [mol]',\n",
       " 'Loss of lithium to positive SEI on cracks [mol]',\n",
       " 'Loss of lithium to positive lithium plating [mol]',\n",
       " 'NPR',\n",
       " 'Negative electrode capacity [A.h]',\n",
       " 'Negative electrode capacity [A.h]',\n",
       " 'Negative electrode capacity [mA.h.cm-2]',\n",
       " 'Negative electrode excess capacity ratio',\n",
       " 'Negative positive ratio',\n",
       " 'Positive electrode capacity [A.h]',\n",
       " 'Positive electrode capacity [A.h]',\n",
       " 'Positive electrode capacity [mA.h.cm-2]',\n",
       " 'Positive electrode excess capacity ratio',\n",
       " 'Practical NPR',\n",
       " 'Practical negative positive ratio',\n",
       " 'Q',\n",
       " 'Q_Li',\n",
       " 'Q_n',\n",
       " 'Q_n * (x_100 - x_0)',\n",
       " 'Q_p',\n",
       " 'Q_p * (y_0 - y_100)',\n",
       " 'Throughput capacity [A.h]',\n",
       " 'Throughput energy [W.h]',\n",
       " 'Time [h]',\n",
       " 'Time [s]',\n",
       " 'Total capacity lost to side reactions [A.h]',\n",
       " 'Total lithium [mol]',\n",
       " 'Total lithium in electrolyte [mol]',\n",
       " 'Total lithium in negative electrode [mol]',\n",
       " 'Total lithium in particles [mol]',\n",
       " 'Total lithium in positive electrode [mol]',\n",
       " 'Total lithium lost [mol]',\n",
       " 'Total lithium lost from electrolyte [mol]',\n",
       " 'Total lithium lost from particles [mol]',\n",
       " 'Total lithium lost to side reactions [mol]',\n",
       " 'Un(x_0)',\n",
       " 'Un(x_100)',\n",
       " 'Up(y_0)',\n",
       " 'Up(y_0) - Un(x_0)',\n",
       " 'Up(y_100)',\n",
       " 'Up(y_100) - Un(x_100)',\n",
       " 'n_Li',\n",
       " 'x_0',\n",
       " 'x_100',\n",
       " 'x_100 - x_0',\n",
       " 'y_0',\n",
       " 'y_0 - y_100',\n",
       " 'y_100']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(sol.summary_variables.all_variables)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "approximate-error",
   "metadata": {},
   "source": [
    "The \"summary variables\" associated with a particular model can also be accessed as a list (which can then be edited) -"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "romance-roulette",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Time [s]',\n",
       " 'Time [h]',\n",
       " 'Throughput capacity [A.h]',\n",
       " 'Throughput energy [W.h]',\n",
       " 'Loss of lithium inventory [%]',\n",
       " 'Loss of lithium inventory, including electrolyte [%]',\n",
       " 'Total lithium [mol]',\n",
       " 'Total lithium in electrolyte [mol]',\n",
       " 'Total lithium in particles [mol]',\n",
       " 'Total lithium lost [mol]',\n",
       " 'Total lithium lost from particles [mol]',\n",
       " 'Total lithium lost from electrolyte [mol]',\n",
       " 'Loss of lithium to negative SEI [mol]',\n",
       " 'Loss of capacity to negative SEI [A.h]',\n",
       " 'Loss of lithium to positive SEI [mol]',\n",
       " 'Loss of capacity to positive SEI [A.h]',\n",
       " 'Total lithium lost to side reactions [mol]',\n",
       " 'Total capacity lost to side reactions [A.h]',\n",
       " 'Local ECM resistance [Ohm]',\n",
       " 'Negative electrode capacity [A.h]',\n",
       " 'Loss of active material in negative electrode [%]',\n",
       " 'Total lithium in negative electrode [mol]',\n",
       " 'Loss of lithium to negative lithium plating [mol]',\n",
       " 'Loss of capacity to negative lithium plating [A.h]',\n",
       " 'Loss of lithium to negative SEI on cracks [mol]',\n",
       " 'Loss of capacity to negative SEI on cracks [A.h]',\n",
       " 'Positive electrode capacity [A.h]',\n",
       " 'Loss of active material in positive electrode [%]',\n",
       " 'Total lithium in positive electrode [mol]',\n",
       " 'Loss of lithium to positive lithium plating [mol]',\n",
       " 'Loss of capacity to positive lithium plating [A.h]',\n",
       " 'Loss of lithium to positive SEI on cracks [mol]',\n",
       " 'Loss of capacity to positive SEI on cracks [A.h]']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spm.summary_variables"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "given-telephone",
   "metadata": {},
   "source": [
    "Here the only degradation mechanism is one that causes loss of lithium, so we don't see loss of active material"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "postal-butter",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "array([[<Axes: xlabel='Cycle number', ylabel='Capacity [A.h]'>,\n",
       "        <Axes: xlabel='Cycle number', ylabel='Loss of lithium inventory [%]'>,\n",
       "        <Axes: xlabel='Cycle number', ylabel='Total capacity lost to side reactions [A.h]'>],\n",
       "       [<Axes: xlabel='Cycle number', ylabel='Loss of active material in negative electrode [%]'>,\n",
       "        <Axes: xlabel='Cycle number', ylabel='Loss of active material in positive electrode [%]'>,\n",
       "        <Axes: xlabel='Cycle number', ylabel='x_100'>],\n",
       "       [<Axes: xlabel='Cycle number', ylabel='x_0'>,\n",
       "        <Axes: xlabel='Cycle number', ylabel='y_100'>,\n",
       "        <Axes: xlabel='Cycle number', ylabel='y_0'>]], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pybamm.plot_summary_variables(sol)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "french-substance",
   "metadata": {},
   "source": [
    "To suggest additional summary variables, open an issue!"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "accepting-canada",
   "metadata": {},
   "source": [
    "## Choosing which cycles to save"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "employed-plate",
   "metadata": {},
   "source": [
    "If the simulation contains thousands of cycles, saving each cycle in RAM might not be possible. To get around this, we can use `save_at_cycles`. If this is an integer `n`, every nth cycle is saved. If this is a list, all the cycles in the list are saved.\n",
    "The first cycle is always saved."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "polished-trout",
   "metadata": {
    "tags": [
     "outputPrepend"
    ]
   },
   "outputs": [],
   "source": [
    "# With integer\n",
    "sol_int = sim.solve(save_at_cycles=5)\n",
    "# With list\n",
    "sol_list = sim.solve(save_at_cycles=[30, 45, 55])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "severe-yorkshire",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<pybamm.solvers.solution.Solution at 0x35c997c90>,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " <pybamm.solvers.solution.Solution at 0x35a27f510>,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " <pybamm.solvers.solution.Solution at 0x35c8d8750>,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " <pybamm.solvers.solution.Solution at 0x35ca28a10>,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " <pybamm.solvers.solution.Solution at 0x35caeaed0>,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " <pybamm.solvers.solution.Solution at 0x35a1a2f10>,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " <pybamm.solvers.solution.Solution at 0x35cc288d0>,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " <pybamm.solvers.solution.Solution at 0x35ca7ccd0>,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " <pybamm.solvers.solution.Solution at 0x35cab1e10>,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " <pybamm.solvers.solution.Solution at 0x35ca42d50>,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " <pybamm.solvers.solution.Solution at 0x35cc4d950>]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sol_int.cycles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "unavailable-fetish",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<pybamm.solvers.solution.Solution at 0x35ccec790>,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " <pybamm.solvers.solution.Solution at 0x35cc3c790>,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " <pybamm.solvers.solution.Solution at 0x35ce25610>,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sol_list.cycles"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "guilty-nylon",
   "metadata": {},
   "source": [
    "For the cycles that are saved, you can plot as usual (note off-by-1 indexing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "architectural-signal",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "328a9817c22d4d3cb2455b605183e473",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=130.33358304281177, description='t', max=133.13663664521377, min=130.3…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<pybamm.plotting.quick_plot.QuickPlot at 0x35cf078d0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sol_list.cycles[44].plot([\"Current [A]\", \"Voltage [V]\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "played-hundred",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n",
    "for cycle in sol_int.cycles:\n",
    "    if cycle is not None:\n",
    "        t = cycle[\"Time [h]\"].data - cycle[\"Time [h]\"].data[0]\n",
    "        ax[0].plot(t, cycle[\"Current [A]\"].data)\n",
    "        ax[0].set_xlabel(\"Time [h]\")\n",
    "        ax[0].set_title(\"Current [A]\")\n",
    "        ax[1].plot(t, cycle[\"Voltage [V]\"].data)\n",
    "        ax[1].set_xlabel(\"Time [h]\")\n",
    "        ax[1].set_title(\"Voltage [V]\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "considered-rescue",
   "metadata": {},
   "source": [
    "All summary variables are always available for every cycle, since these are much less memory-intensive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "multiple-culture",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "array([[<Axes: xlabel='Cycle number', ylabel='Capacity [A.h]'>,\n",
       "        <Axes: xlabel='Cycle number', ylabel='Loss of lithium inventory [%]'>,\n",
       "        <Axes: xlabel='Cycle number', ylabel='Total capacity lost to side reactions [A.h]'>],\n",
       "       [<Axes: xlabel='Cycle number', ylabel='Loss of active material in negative electrode [%]'>,\n",
       "        <Axes: xlabel='Cycle number', ylabel='Loss of active material in positive electrode [%]'>,\n",
       "        <Axes: xlabel='Cycle number', ylabel='x_100'>],\n",
       "       [<Axes: xlabel='Cycle number', ylabel='x_0'>,\n",
       "        <Axes: xlabel='Cycle number', ylabel='y_100'>,\n",
       "        <Axes: xlabel='Cycle number', ylabel='y_0'>]], dtype=object)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pybamm.plot_summary_variables(sol_list)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "convinced-winter",
   "metadata": {},
   "source": [
    "## Starting solution"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "unauthorized-fundamental",
   "metadata": {},
   "source": [
    "A simulation can be performed iteratively by using the `starting_solution` feature. For example, we first solve for 10 cycles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "posted-plastic",
   "metadata": {},
   "outputs": [],
   "source": [
    "experiment = pybamm.Experiment(\n",
    "    [\n",
    "        (\n",
    "            \"Discharge at 1C until 3V\",\n",
    "            \"Rest for 1 hour\",\n",
    "            \"Charge at 1C until 4.2V\",\n",
    "            \"Hold at 4.2V until C/50\",\n",
    "        )\n",
    "    ]\n",
    "    * 10,\n",
    "    termination=\"80% capacity\",\n",
    ")\n",
    "sim = pybamm.Simulation(spm, experiment=experiment, parameter_values=parameter_values)\n",
    "sol = sim.solve()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "weird-darkness",
   "metadata": {},
   "source": [
    "If we give `sol` as the starting solution this will then solve for the next 10 cycles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "moderate-pipeline",
   "metadata": {},
   "outputs": [],
   "source": [
    "sol2 = sim.solve(starting_solution=sol)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "leading-passport",
   "metadata": {},
   "source": [
    "We have now simulated 20 cycles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "higher-covering",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sol2.cycles)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "plastic-framework",
   "metadata": {},
   "source": [
    "## References"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "drawn-fifty",
   "metadata": {},
   "source": [
    "The relevant papers for this notebook are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "driven-sensitivity",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] Joel A. E. Andersson, Joris Gillis, Greg Horn, James B. Rawlings, and Moritz Diehl. CasADi – A software framework for nonlinear optimization and optimal control. Mathematical Programming Computation, 11(1):1–36, 2019. doi:10.1007/s12532-018-0139-4.\n",
      "[2] Ferran Brosa Planella and W. Dhammika Widanage. Systematic derivation of a Single Particle Model with Electrolyte and Side Reactions (SPMe+SR) for degradation of lithium-ion batteries. Submitted for publication, ():, 2022. doi:.\n",
      "[3] Von DAG Bruggeman. Berechnung verschiedener physikalischer konstanten von heterogenen substanzen. i. dielektrizitätskonstanten und leitfähigkeiten der mischkörper aus isotropen substanzen. Annalen der physik, 416(7):636–664, 1935.\n",
      "[4] Charles R. Harris, K. Jarrod Millman, Stéfan J. van der Walt, Ralf Gommers, Pauli Virtanen, David Cournapeau, Eric Wieser, Julian Taylor, Sebastian Berg, Nathaniel J. Smith, and others. Array programming with NumPy. Nature, 585(7825):357–362, 2020. doi:10.1038/s41586-020-2649-2.\n",
      "[5] Alan C. Hindmarsh. The PVODE and IDA algorithms. Technical Report, Lawrence Livermore National Lab., CA (US), 2000. doi:10.2172/802599.\n",
      "[6] Alan C. Hindmarsh, Peter N. Brown, Keith E. Grant, Steven L. Lee, Radu Serban, Dan E. Shumaker, and Carol S. Woodward. SUNDIALS: Suite of nonlinear and differential/algebraic equation solvers. ACM Transactions on Mathematical Software (TOMS), 31(3):363–396, 2005. doi:10.1145/1089014.1089020.\n",
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      "\n"
     ]
    }
   ],
   "source": [
    "pybamm.print_citations()"
   ]
  }
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